{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "# 模型构造\n",
    "## 层和块"
   ],
   "id": "4d3c465409214e09"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "之前首次介绍神经网络时，我们关注的是具有单一输出的线性模型。当考虑具有多个输出的网络时， 我们利用矢量化算法来描述整层神经元。对于多层感知机而言，整个模型及其组成层都是这种架构。 整个模型接受原始输入（特征），生成输出（预测）， 并包含一些参数（所有组成层的参数集合）。 同样，每个单独的层接收输入（由前一层提供）， 生成输出（到下一层的输入），并且具有一组可调参数， 这些参数根据从下一层反向传播的信号进行更新。\n",
    "事实证明，研究讨论“比单个层大”但“比整个模型小”的组件更有价值。 例如，在计算机视觉中广泛流行的ResNet-152架构就有数百层， 这些层是由层组（groups of layers）（也就是接下来所说的块 Block）的重复模式组成。\n",
    "为了实现这些复杂的网络，我们引入了神经网络块的概念。 块（block）可以描述单个层、由多个层组成的组件或整个模型本身。 使用块进行抽象的一个好处是可以将一些块组合成更大的组件\n",
    "*这部分来自《动手学深度学习》第五章 https://zh-v2.d2l.ai/chapter_deep-learning-computation/model-construction.html*"
   ],
   "id": "a48222bca33bb95"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "![多个层被组合成块，形成更大的模型](attachment:e9034418-5e80-40ff-9588-d1ceb06da6d6.png)",
   "id": "2befeeddce0ae4a2",
   "attachments": {
    "e9034418-5e80-40ff-9588-d1ceb06da6d6.png": {
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"
    }
   }
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 自定义块",
   "id": "53f93ddced7330bd"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "首先定义一个非模块下的多层感知机网络结构",
   "id": "69c9048af882739a"
  },
  {
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-08-15T13:29:53.051062Z",
     "start_time": "2025-08-15T13:29:53.048063Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import torch\n",
    "from torch import nn\n",
    "from torch.nn import functional as f"
   ],
   "id": "5e8328f3cdc40bf",
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-15T13:29:53.062231Z",
     "start_time": "2025-08-15T13:29:53.058016Z"
    }
   },
   "cell_type": "code",
   "source": [
    "net = nn.Sequential(\n",
    "    nn.Linear(20,256),\n",
    "    nn.ReLU(),\n",
    "    nn.Linear(256,128),\n",
    "    nn.ReLU(),\n",
    "    nn.Linear(128,10)\n",
    ")"
   ],
   "id": "8b6f33218af5fdeb",
   "outputs": [],
   "execution_count": 15
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "这里我们定义了一个由两层隐含层，第一层隐含层20\\*256单元，第二层隐含层256\\*128单元构成的多层感知机\n",
    "接下来我们将这个多层感知机封装成块"
   ],
   "id": "2d456133749cf8d0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-15T13:29:53.072646Z",
     "start_time": "2025-08-15T13:29:53.069338Z"
    }
   },
   "cell_type": "code",
   "source": [
    "class NestMLP(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.net = nn.Sequential(\n",
    "            nn.Linear(20,256),\n",
    "            nn.ReLU(),\n",
    "            nn.Linear(256,128),\n",
    "            nn.ReLU(),\n",
    "        )\n",
    "        self.linear = nn.Linear(128,10)\n",
    "    def forward(self,X):\n",
    "        return self.linear(self.net(X)) ## 将net的输出结果输入到线性回归"
   ],
   "id": "adfedf0e9c58cabf",
   "outputs": [],
   "execution_count": 16
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "在这里我们定义一个由自定义块，10\\*64回归层，64\\*10回归层构成的网络",
   "id": "ca85b760ec766dff"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-15T13:29:53.079562Z",
     "start_time": "2025-08-15T13:29:53.076161Z"
    }
   },
   "cell_type": "code",
   "source": "BlockCombination = nn.Sequential(NestMLP(),nn.Linear(10,64),nn.ReLU(),nn.Linear(64,10))",
   "id": "d273d9e59fc33237",
   "outputs": [],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-15T13:29:53.089363Z",
     "start_time": "2025-08-15T13:29:53.084567Z"
    }
   },
   "cell_type": "code",
   "source": [
    "X = torch.normal(std=0,mean=0.01,size=(784,20))\n",
    "print(BlockCombination(X))"
   ],
   "id": "b4a79be53866f34e",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[-0.1554, -0.0291,  0.1418,  ..., -0.1817, -0.0216, -0.1477],\n",
      "        [-0.1554, -0.0291,  0.1418,  ..., -0.1817, -0.0216, -0.1477],\n",
      "        [-0.1554, -0.0291,  0.1418,  ..., -0.1817, -0.0216, -0.1477],\n",
      "        ...,\n",
      "        [-0.1554, -0.0291,  0.1418,  ..., -0.1817, -0.0216, -0.1477],\n",
      "        [-0.1554, -0.0291,  0.1418,  ..., -0.1817, -0.0216, -0.1477],\n",
      "        [-0.1554, -0.0291,  0.1418,  ..., -0.1817, -0.0216, -0.1477]],\n",
      "       grad_fn=<AddmmBackward0>)\n"
     ]
    }
   ],
   "execution_count": 18
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
